Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者提供的说明(英文原文)
Evidence-first browser QA with read-only MCP server for AI agent debugging.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"qualityforge": {
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}在终端中运行这条命令
claude mcp add qualityforge -- npx -y qualityforge粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"qualityforge": {
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"qualityforge": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 ninelegsdog 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.2.3)于3天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Browser Use, Chrome DevTools MCP, MCP Server Browser
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
MCP server for Chrome DevTools
MCP server for browser use access
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Evidence-first browser quality automation for modern web applications.
QualityForge is an open-source foundation on top of Playwright that turns a failing run into evidence a machine can read: normalized defect artifacts with trace, screenshot and video, a quality gate with explicit thresholds, capture of console, network and page-error signals — and a read-only MCP server that hands all of it to an AI assistant without granting it the ability to act.
Status — stable, published.
qualityforge@0.2.0is on npm since
2026-10-21 (
0.1.0on 2026-10-15 was the first stable release), and the
defect contract is
defect.v1at 1.6.0. The0.xline still allows
breaking changes in a minor, so pin the version you install.
Most teams end up with a pile of one-off UI tests per project: duplicated selectors, no shared failure evidence, no cross-project view of quality. QualityForge is a reusable core instead — one configuration, one evidence format, one set of quality gates, pointed at any web application.
The differentiator is not “AI writes tests”. Playwright already ships agents for that. It is the evidence layer between a failing run and any agent: defect artifacts normalized into one schema, readable without granting the reader the ability to act.
defect.v1, contract 1.4.0: a versioned, validated artifact per failure that extends Playwright's error-context.md rather than duplicating it.signals.dropped count so a truncated capture never looks complete.triage_failure prompt, verified against OpenCode v2.0.16 over real stdio.Development requires Node.js 22 or newer — Node 20 reached end-of-life in March 2026, and "engines": ">=22.0.0" says so instead of promising install politeness. CI runs Node 22 and 24, and the floor is the lower of the two. .nvmrc pins 22 for contributors: tsc dies with a segmentation fault under one Node 24.21.0 build on this machine, reproducibly. If you use a version manager, run nvm use before anything else.
Platforms. Linux is what CI runs and therefore what is verified. The core is written to be platform-neutral — path.sep and path.relative throughout, no POSIX-only calls — so Windows and macOS should work, and _have not been tested_. Treat them as unverified rather than supported.
git clone https://github.com/ninelegsdog/qualityforge.git
cd qualityforge npm ci npx playwright install --with-deps chromium npm test
npm test starts the bundled demo app automatically, so a fresh clone runs green with no configuration and no third-party network dependency. Open the HTML report with npm run report. For a step-by-step path — seeing a real failure with evidence, collecting defect artifacts, connecting an agent, pointing the suite at your own application — follow docs/quick-start.md, or docs/quick-start.ru.md.
fixtures/ is a small multi-page app that exists so the suite has something real to test. It is not a mock: it renders, validates and fetches.
| Route | What it does |
|---|---|
/ | Overview with a heading, a status readout, and an entity list fetched from /api/items |
/docs | Documentation page with the evidence policy |
/contact | Form with client-side validation and accessible error reporting |
/api/items | JSON payload backing the entity list |
/boom | Deliberately returns 500, for exercising the evidence pipeline |
Every control is labelled, every message has a role, and every element the tests need has a stable handle — the suite asserts on what a user perceives, not on markup structure.
The project's core promise is that a failure leaves enough evidence to diagnose it, and that claim is tested, not asserted:
QUALITYFORGE_EVIDENCE_CHECK=1 npx playwright test tests/smoke/evidence-pipeline.spec.ts
This runs two deliberately failing tests and exits non-zero. Afterwards test-results/ contains, per failure:
| Artifact | Produced because |
|---|---|
test-failed-1.png | screenshot: "only-on-failure" |
video.webm | video: "retain-on-failure" |
trace.zip | trace: "on-first-retry" — add --trace on locally, since a local run never retries |
error-context.md | Structured failure summary: test name, location, error, expected, received |
error-context.md is the most interesting one: it is written as an instruction to an assistant — “explain why, be concise, respect best practices” — followed by the test name, file location, error and the diff of expectations. It is the raw material an agent needs, and it costs nothing extra.
On CI, prefer the trace viewer over screenshots and videos when debugging: it gives the DOM snapshot at each action plus the full network log.
A failing test is only useful if the failure can be read later without re-running anything. QualityForge turns each failure into one normalized, versioned artifact:
npm test # writes artifacts/json/playwright-results.json
npm run defects:collect # writes artifacts/defects/ /
{
"id": "form-validation-smoke-shows-an-error-when-email-is-empty", "status": "failed", "test": { "file": "tests/smoke/form-validation.smoke.spec.ts", "line": 15 }, "failure": { "message": "Error: expect(locator).toHaveText(expected) failed\n\nExpected: \"Email is required\"", "errorContextRef": "test-results/.../error-context.md", }, "evidence": { "screenshot": "test-results/.../test-failed-1.png" }, "context": { "commit": "43c761f", "baseUrl": "http://127.0.0.1:4311" }, "flakiness": { "verdict": "unknown", "attempts": 1 }, }
The artifact deliberately extends Playwright's error-context.md rather than duplicating it: it records a path to that file and adds stable identity, run correlation, VCS context, evidence pointers and a flakiness verdict. The signals block — console errors, uncaught page errors, failed requests, HTTP errors above 400 — is collected live by the bundled fixture, because “element not found” is a symptom while “the page threw a TypeError” is the cause. See docs/defect-schema.md for the full contract.
Accessibility is a second, separate measurement rather than a field on that artifact: npm run a11y:audit runs axe-core against a page and writes a11y-audit.v1 — capped at ten nodes per rule with the discarded count stated, html reduced to structure because it carries page content, and target kept because without it the nodes are indistinguishable. See docs/a11y-schema.md.
npm run defects:collect doubles as a CI quality gate: it exits 0 when the gate passes, 1 when thresholds are violated, and 2 when collection could not run at all.
npm i qualityforge@0.2.0
latest points at this release. Pin the version you want rather than trusting a tag name anyway: npm forbids removing latest, so a tag can only ever move forward, and a bare npm i qualityforge takes whatever it points at rather than what you tested against.
A consuming project imports the fixture from the build — Playwright refuses to transpile TypeScript under node_modules, so the fixture is shipped as a subpath in exports:
import { expect, test } from "qualityforge/fixtures/quality-context.js";
That one import change is the whole integration: console, page-error and network capture become automatic. Everything captured is redacted at the source — URLs keep scheme, host and path with query strings and credentials removed, console text has tokens and JWTs replaced, sensitive header values are masked while their names are kept — and capture is bounded at 40 entries per category.
@playwright/test is a peer dependency: a consuming project brings its own, and npm 7+ installs it automatically when it is missing, because the fixture cannot run without it. The declared range is ^1.63.0; the number CI verifies is 1.63.0, pinned exactly in devDependencies, and npm run package:check fails if the package stops declaring the peer or npm stops installing it for the consumer.
The bin entries publish the two commands a consuming project runs — always through npx --no-install, which provably cannot reach the registry for somebody else's code:
npx --no-install qualityforge [flags] # the collector
npx --no-install qualityforge-mcp [--root ] [--history ]
npm run mcp starts a read-only MCP server over stdio, speaking protocol 2026-07-28. It hands an agent the evidence layer: what failed, where, and what the page was doing while it failed. Verified against OpenCode v2.0.16 on Linux by connecting with the block below; Kilo and MiMo are out of scope by decision — see the end of this section.
{
"$schema": "https://opencode.ai/config.json", "mcp": { "qualityforge": { "enabled": true, "type": "local", "command": ["node", "/absolute/path/to/qualityforge/dist/mcp/index.js"], }, }, }
A project that installed the package needs no path at all: ["npx", "--no-install", "qualityforge-mcp"] runs the same server out of `n
只显示了开头部分;其余内容请在仓库中阅读